ARCH Workshop: Experimental Design Patterns, AIM AHEAD DICB Program, Laboratory of Experimental Medicine, University of Hawaii, John A. Burns School of Medicine
Created by D'Laney Kernan
Fri Feb 21, 2025
Register now to attend the virtual ARCH Workshop, "Experimental Design Patterns" hosted by Joshua Garrison Burkhart, Ph.D.
Workshop Description:
Learn to design experimental dataflows for machine learning projects through hands-on exercises using Python tools such as scikit-learn, pandas, PyTorch, and AutoGluon, while identifying practical design patterns and addressing common challenges.
Date/Time: Thursday, March 20, 2025 - 2:00 PM CT/3:00 PM ET
Location: Virtual Workshop. Zoom link will be provided upon registration.
Prerequisites for Workshop:
The session requires a basic understanding of experimental design concepts and experience programming in Python.
Datasets & Tools:
Datasets: Provide sample datasets that illustrate different experimental design scenarios integrated with machine learning challenges.
Tools: Utilize programming environments such as Python (with libraries like scikit-learn and pandas) or R (with packages such as caret and tidyverse). Consider using platforms like Jupyter notebooks to enhance interactivity.
Expected Outcomes:
By the end of this workshop, participants will:
1. Identify and understand common experimental design patterns in the context of machine learning.
2. Gain hands-on experience applying these design patterns to real-world datasets.
3. Learn strategies for optimizing experimental design to improve the performance and reliability of machine learning experiments.
About ARCH:
The AI Resource Concierge for Health (ARCH) is supported by the National Institutes of Health AIM-AHEAD program.
ARCH Mission:
Support academic and community stakeholders in the adoption of AI/ML tools to advance their health and disease research goals.
ARCH Vision:
ARCH provides expert technical assistance, guidance and collaboration to facilitate adoption of AI/ML tools, supporting the AIM-AHEAD and wider research communities in leveraging these technologies to improve the health of the Nation.
Need Support?
Contact the AI Navigators HelpDesk to request support here: https://helpdesk.aim-ahead.net/ticket/create/35bD542BF0
Interested in learning more?
See a schedule of all upcoming ARCH Workshop details here: https://www.arch.health/stakeholder-engagement-workshops
